AI-Powered Intelligent Resume Screening and Enhancement System
AI-Powered Intelligent Resume Screening and Enhancement System
Neha Rama Gavali
2026 · DOI: 10.22214/ijraset.2026.82913
International Journal for Research in Applied Science and Engineering Technology · 0 Citations
TLDR
An AI-powered intelligent resume screening and enhancement system that will use NLP approaches to extract structured data from unstructured resumes and incorporate user-friendly features that will ensure that no form of bias is experienced during the entire process.
Abstract
In today's highly competitive job market environment, there are quite a number of challenges that can arise for both
parties when the process of recruitment is carried out. For example, recruiting personnel have to manually analyze largenumbers of resumes, which is a cumbersome process. On the other hand, candidates face the challenge of knowing why theirresumes were rejected and ways of improving them. Therefore, this paper seeks to come up with an AI-powered intelligentresume screening and enhancement system. Such an application will consist of two parts: machine learning-based selection ofcandidates and personalized resume analysis via NLP. This system will use NLP approaches to extract structured data fromunstructured resumes. Afterward, job role and resume matching will be conducted followed by predicting the probability of acandidate making it to the interview based on their score. In addition, it will do a skill gap analysis, quality rating of resumes,and identification of the required competencies to fill the vacancy. The solution will further incorporate user-friendly featuresthat will ensure that no form of bias is experienced during the entire process.